Data-Driven Modeling & Scientific Computation: Methods for Complex Systems & Big Data

4 avg rating
( 8 ratings by Goodreads )
 
9780199660339: Data-Driven Modeling & Scientific Computation: Methods for Complex Systems & Big Data

The burgeoning field of data analysis is expanding at an incredible pace due to the proliferation of data collection in almost every area of science. The enormous data sets now routinely encountered in the sciences provide an incentive to develop mathematical techniques and computational algorithms that help synthesize, interpret and give meaning to the data in the context of its scientific setting. A specific aim of this book is to integrate standard scientific computing methods with data analysis. By doing so, it brings together, in a self-consistent fashion, the key ideas from:
DT statistics,
DT time-frequency analysis, and
DT low-dimensional reductions
The blend of these ideas provides meaningful insight into the data sets one is faced with in every scientific subject today, including those generated from complex dynamical systems. This is a particularly exciting field and much of the final part of the book is driven by intuitive examples from it, showing how the three areas can be used in combination to give critical insight into the fundamental workings of various problems.

Data-Driven Modeling and Scientific Computation is a survey of practical numerical solution techniques for ordinary and partial differential equations as well as algorithms for data manipulation and analysis. Emphasis is on the implementation of numerical schemes to practical problems in the engineering, biological and physical sciences.

An accessible introductory-to-advanced text, this book fully integrates MATLAB and its versatile and high-level programming functionality, while bringing together computational and data skills for both undergraduate and graduate students in scientific computing.

"synopsis" may belong to another edition of this title.

About the Author:


J. Nathan Kutz, Professor of Applied Mathematics, University of Washington

Professor Kutz is the Robert Bolles and Yasuko Endo Professor of Applied Mathematics at the University of Washington. Prof. Kutz was awarded the B.S. in physics and mathematics from the University of Washington (Seattle, WA) in 1990 and the PhD in Applied Mathematics from Northwestern University (Evanston, IL) in 1994. He joined the Department of Applied Mathematics, University of Washington in 1998 and became Chair in 2007.

Professor Kutz is especially interested in a unified approach to applied mathematics that includes modeling, computation and analysis. His area of current interest concerns phenomena in complex systems and data analysis (dimensionality reduction, compressive sensing, machine learning), neuroscience (neuro-sensory systems, networks of neurons), and the optical sciences (laser dynamics and modelocking, solitons, pattern formation in nonlinear optics).

Review:

The book allows methods for dealing with large data to be explained in a logical process suitable for both undergraduate and post-graduate students ... With sport performance analysis evolving into deal with big data, the book forms a key bridge between mathematics and sport science * John Francis, University of Worcester *

"About this title" may belong to another edition of this title.

Top Search Results from the AbeBooks Marketplace

International Edition
International Edition

1.

Kutz, J. Nathan
Published by Oxford University Press
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Softcover Quantity Available: 5
International Edition
Seller:
Sunshine Book Store
(Wilmington, DE, U.S.A.)
Rating
[?]

Book Description Oxford University Press. Book Condition: New. 0199660336 This is an International Edition. Brand New, Paperback, Delivery within 6-14 business days, Similar Contents as U.S Edition, ISBN and Cover design may differ, printed in Black & White. Choose Expedited shipping for delivery within 3-8 business days. We do not ship to PO Box, APO , FPO Address. In some instances, subjects such as Management, Accounting, Finance may have different end chapter case studies and exercises. International Edition Textbooks may bear a label "Not for sale in the U.S. or Canada" and "Content may different from U.S. Edition" - printed only to discourage U.S. students from obtaining an affordable copy. The U.S. Supreme Court has asserted your right to purchase international editions, and ruled on this issue. Access code/CD is not provided with these editions , unless specified. We may ship the books from multiple warehouses across the globe, including India depending upon the availability of inventory storage. Customer satisfaction guaranteed. Bookseller Inventory # HU_9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 56.86
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds
International Edition
International Edition

2.

J. Nathan Kutz
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Paperback Quantity Available: 10
International Edition
Seller:
Bookstore99
(Wilmington, DE, U.S.A.)
Rating
[?]

Book Description Paperback. Book Condition: NEW. This is an International Edition. Brand New Paperback- Same Title Author and Edition as listed. ISBN and Cover design differs. Similar Contents as U.S Edition. Delivery within 3-7 business days ACROSS THE GLOBE. We can ship to PO Box address in US. International Edition Textbooks may bear a label "Not for sale in the U.S. or Canada" or "For sale in Asia only" or similar restrictions- printed only to discourage students from obtaining an affordable copy. US Court has asserted your right to buy and use International edition. Access code/CD may not provided with these editions. We may ship the books from multiple warehouses across the globe including Asia depending upon the availability of inventory. Printed in English. Customer satisfaction guaranteed. Choose expedited shipping for Express delivery. Tracking number provided for every order. Bookseller Inventory # RU_9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 53.93
Convert Currency

Add to Basket

Shipping: US$ 2.99
Within U.S.A.
Destination, Rates & Speeds

3.

J. Nathan Kutz
Published by Oxford University Press, United Kingdom (2013)
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Hardcover Quantity Available: 10
Seller:
The Book Depository
(London, United Kingdom)
Rating
[?]

Book Description Oxford University Press, United Kingdom, 2013. Hardback. Book Condition: New. New.. Language: English . Brand New Book. The burgeoning field of data analysis is expanding at an incredible pace due to the proliferation of data collection in almost every area of science. The enormous data sets now routinely encountered in the sciences provide an incentive to develop mathematical techniques and computational algorithms that help synthesize, interpret and give meaning to the data in the context of its scientific setting. A specific aim of this book is to integrate standard scientific computing methods with data analysis. By doing so, it brings together, in a self-consistent fashion, the key ideas from: * statistics, * time-frequency analysis, and * low-dimensional reductions The blend of these ideas provides meaningful insight into the data sets one is faced with in every scientific subject today, including those generated from complex dynamical systems. This is a particularly exciting field and much of the final part of the book is driven by intuitive examples from it, showing how the three areas can be. Bookseller Inventory # AOP9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 90.40
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

4.

J. Nathan Kutz
Published by Oxford University Press, United Kingdom (2013)
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Hardcover Quantity Available: 10
Seller:
The Book Depository US
(London, United Kingdom)
Rating
[?]

Book Description Oxford University Press, United Kingdom, 2013. Hardback. Book Condition: New. New.. Language: English . Brand New Book. The burgeoning field of data analysis is expanding at an incredible pace due to the proliferation of data collection in almost every area of science. The enormous data sets now routinely encountered in the sciences provide an incentive to develop mathematical techniques and computational algorithms that help synthesize, interpret and give meaning to the data in the context of its scientific setting. A specific aim of this book is to integrate standard scientific computing methods with data analysis. By doing so, it brings together, in a self-consistent fashion, the key ideas from: * statistics, * time-frequency analysis, and * low-dimensional reductions The blend of these ideas provides meaningful insight into the data sets one is faced with in every scientific subject today, including those generated from complex dynamical systems. This is a particularly exciting field and much of the final part of the book is driven by intuitive examples from it, showing how the three areas can be. Bookseller Inventory # AOP9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 94.29
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

5.

J. Nathan Kutz
Published by OUP Oxford 2013-08-08 (2013)
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Quantity Available: 5
Seller:
Chiron Media
(Wallingford, United Kingdom)
Rating
[?]

Book Description OUP Oxford 2013-08-08, 2013. Book Condition: New. Brand new book, sourced directly from publisher. Dispatch time is 24-48 hours from our warehouse. Book will be sent in robust, secure packaging to ensure it reaches you securely. Bookseller Inventory # NU-OUP-00101235

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 91.25
Convert Currency

Add to Basket

Shipping: US$ 3.95
From United Kingdom to U.S.A.
Destination, Rates & Speeds

6.

Kutz, J. Nathan
Published by OUP Oxford (2013)
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Quantity Available: > 20
Seller:
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating
[?]

Book Description OUP Oxford, 2013. HRD. Book Condition: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Bookseller Inventory # FU-9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 85.98
Convert Currency

Add to Basket

Shipping: US$ 11.89
From United Kingdom to U.S.A.
Destination, Rates & Speeds

7.

Kutz
Published by Oxford University Press
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Quantity Available: 11
Seller:
INDOO
(Avenel, NJ, U.S.A.)
Rating
[?]

Book Description Oxford University Press. Book Condition: New. Brand New. Bookseller Inventory # 0199660336

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 94.88
Convert Currency

Add to Basket

Shipping: US$ 3.50
Within U.S.A.
Destination, Rates & Speeds

8.

J. Nathan Kutz
Published by OUP Oxford 2013-08-08, Oxford, United Kingdom (2013)
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Quantity Available: 5
Seller:
Blackwell's
(Oxford, OX, United Kingdom)
Rating
[?]

Book Description OUP Oxford 2013-08-08, Oxford, United Kingdom, 2013. Book Condition: New. Bookseller Inventory # 9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 90.63
Convert Currency

Add to Basket

Shipping: US$ 7.93
From United Kingdom to U.S.A.
Destination, Rates & Speeds

9.

Kutz, J. Nathan
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Quantity Available: 11
Seller:
Paperbackshop-US
(Wood Dale, IL, U.S.A.)
Rating
[?]

Book Description 2013. HRD. Book Condition: New. New Book. Shipped from US within 10 to 14 business days. Established seller since 2000. Bookseller Inventory # VU-9780199660339

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 106.03
Convert Currency

Add to Basket

Shipping: US$ 3.99
Within U.S.A.
Destination, Rates & Speeds

10.

Kutz, J. Nathan
Published by Oxford Univ Pr (2013)
ISBN 10: 0199660336 ISBN 13: 9780199660339
New Hardcover Quantity Available: 1
Seller:
Revaluation Books
(Exeter, United Kingdom)
Rating
[?]

Book Description Oxford Univ Pr, 2013. Hardcover. Book Condition: Brand New. 608 pages. 9.80x7.50x1.40 inches. In Stock. Bookseller Inventory # __0199660336

More Information About This Seller | Ask Bookseller a Question

Buy New
US$ 106.69
Convert Currency

Add to Basket

Shipping: US$ 7.93
From United Kingdom to U.S.A.
Destination, Rates & Speeds

There are more copies of this book

View all search results for this book